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Essentials of Computational Chemistry

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11.4 STRENGTHS AND WEAKNESSES OF CONTINUUM SOLVATION MODELS 421<br />

for modeling pathways associated with protein folding (see, for instance, Jang, Shin, and Pak<br />

2002 and Chowdhury et al. 2003), the timescale for which would have made simulations<br />

with explicit solvent prohibitively expensive. Of course, if one is interested in the kinetics<br />

<strong>of</strong> the process in question, then removal <strong>of</strong> the solvent friction is not helpful – the implicit<br />

solvent advantage applies only to obtaining rapid equilibrium averages.<br />

As for the quality <strong>of</strong> the energy landscape and its effect on solute dynamics, comparisons<br />

<strong>of</strong> PCA eigenvectors from simulations using either implicit or explicit solvation have been<br />

carried out for proteins (Cornell et al. 2001), DNA (Tsui and Case 2000) and RNA (Sherer<br />

and Cramer 2002) and have generally indicated high overlap between the two models. Nevertheless,<br />

some protein folding studies have identified serious deficiencies in GB landscapes<br />

that include overestimation <strong>of</strong> salt-bridge interaction energies (Zhou 2003) and a general<br />

tendency to overstabilize nucleation (Nymeyer and Garcia 2003). One alternative to propagating<br />

a trajectory using an implicit solvent model that has also been explored has been<br />

to take a trajectory generated with inclusion <strong>of</strong> explicit solvent and then post-process it to<br />

compute individual or average solvation free energies for various snapshots, whose computation<br />

would otherwise require more sophisticated simulation protocols as described in the<br />

next chapter.<br />

Some work has also appeared describing MD with implicit solvation for solutes described<br />

at the DFT level. Fattebert and Gygi (2002) have proposed making the external dielectric<br />

constant a function <strong>of</strong> the electron density, thereby achieving a smooth transition from solute<br />

to solvent instead <strong>of</strong> adopting a sudden change in dielectric constant at a particular cavity<br />

surface. Non-electrostatic components <strong>of</strong> the solvation free energy have not been addressed<br />

in this model.<br />

11.4.6 Equilibrium vs. Non-equilibrium Solvation<br />

Most continuum models are properly referred to as ‘equilibrium’ solvation models. This<br />

appellation emphasizes that the design <strong>of</strong> the model is predicated on equilibrium properties<br />

<strong>of</strong> the solvent, such as the bulk dielectric constant, for instance. The amount <strong>of</strong> time required<br />

for a solvent to equilibrate to the sudden introduction <strong>of</strong> a solute (i.e., the solvent relaxation<br />

time) varies from one solvent to another, but typically is in the range <strong>of</strong> molecular vibrational<br />

and rotational timescales, which is to say on the order <strong>of</strong> picoseconds.<br />

Processes that take place on longer timescales may thus be legitimately thought <strong>of</strong> as<br />

equilibrium processes with respect to solvation. However, the question arises <strong>of</strong> how applicable<br />

continuum models are to very fast processes. For instance, Figure 11.4 describes the<br />

relationship between gas-phase and solvated reaction coordinates for a reactive process, but<br />

the average amounts <strong>of</strong> time individual molecules spend at various positions on the reaction<br />

coordinate vary considerably. In the regions <strong>of</strong> the minima, equilibrium solvation seems<br />

assured, but transition state structures in principle live for only a single vibrational period.<br />

This suggests that the solvent may not have time to fully equilibrate to the TS structure, and<br />

a continuum model were it to be applied would overestimate the solvation free energy by<br />

assuming equilibration. In addition, considerable progress has been made in the extension<br />

<strong>of</strong> GB models to systems where an implicit membrane characterized by a dielectric constant

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